• No results found

Effective Exploitation of Multi-View Data through the Iterative Multi-Scaling Method - An Experimental Assessment

N/A
N/A
Protected

Academic year: 2021

Share "Effective Exploitation of Multi-View Data through the Iterative Multi-Scaling Method - An Experimental Assessment"

Copied!
25
0
0

Loading.... (view fulltext now)

Full text

(1)UNIVERSITY OF TRENTO DEPARTMENT OF INFORMATION AND COMMUNICATION TECHNOLOGY 38050 Povo – Trento (Italy), Via Sommarive 14 http://www.dit.unitn.it. EFFECTIVE EXPLOITATION OF MULTI-VIEW DATA THROUGH THE ITERATIVE MULTI-SCALING METHOD – AN EXPERIMENTAL ASSESSMENT Massimo Donelli, Davide Franceschini, Gabriele Franceschini, and Andrea Massa August 2004 Technical Report DIT-04-068.

(2) ..

(3) 

(4)  

(5) 

(6)     

(7)  !#"$

(8) &% ( '  )+*, -.) ) /0 &*1

(9)    

(10)  !324&5

(11) 6-  &)87 :9; <+=&*, > ?5@9;A3 ABAA > C. DFEHGIGKJML8N?OPNRQTS6UMUVJXWTOYE[Z#JV\]S^`_aEHQ]bS6GIb!c]JMQ]JdW0e5EHf]_KJVS6UVS^`_aEHQ]bS6GIb!c]JMQ]JdW`EHQ]\hgPQT\]_KS6EDFEiGKGaE. OPS6j]EH_IkKL4SQlkmNHn,opQTnqNR_ILErkaJMNHQEHQ]\FstNRL8Lvu]Q]JVb[EikKJMNRQ+wS6b!cTQ]NRUMNHxRJMSG yzQ]J{ZRS_KGKJ{kp|NHn,w,_IS6Q}kaNC~€PJE?‚#NHL4L4EH_KJ{ZRSiW3ƒ[„v~† R‡RˆR‰Hˆvw,_IS6Q}kaN?~opw,gPŠl‹ w,SUXŒ{Ž R?ˆH„}Tƒ5‡R‡R‘Hˆ}‰R’#“T^0Er”•tŽ R?ˆH„RTƒ5‡R‡}‘HˆHR –1~pL4EHJMUd&—H˜š™H›aœK—}Mž8—rŸ!Ÿ6—] &¡¢˜¤£}M¥¤˜`¡¢¦d˜šM¡¢¦§W ¨ ž8—rŸ!Ÿ

(12) ¡¢ž©H¢™¤©r˜3œ

(13) ª¢ª«¡!W¬™}—H­®¡¯™¤œ6 °§›I—H˜3±!œ!Ÿ®±!²¤¡¢˜`¡!W#£}—}³6›§¡Xœ

(14) ªMœ6 °§›K—H˜3±!œ!Ÿ®±!²¤¡¢˜`¡a´` ™H¡¢¦€M¥¤˜`¡¢¦d˜šM¡¢¦ µ¶Sf#~pGIJVkKSHt²¤¦¯¦¸·3¹»º}ºš¼½¼½¼¯œ

(15) ªMœK™H¡¯—}M¡¢˜¤£}M¥¤˜`¡¢¦d˜šM¡¢¦. ƒ.

(16) 

(17)  

(18) 

(19)     

(20)  !#"$

(21) &% ( '  )+*, -.) ) /0 &*1

(22)    

(23)  !324&5

(24) 6-  &)87 :9; <+=&*, > ?5@9;A3 ABAA > C DFEHGIGKJML8N?OPNRQTS6UMUVJXWTOYE[Z#JV\]S^`_aEHQ]bS6GIb!c]JMQ]JdW0e5EHf]_KJVS6UVS^`_aEHQ]bS6GIb!c]JMQ]JdW`EHQ]\hgPQT\]_KS6EDFEiGKGaE. .¾ ¿3À!Á§ÂÃ}ÄÅÁ ÆÈÇlÉmÊËÉ!Ì!Í[ÎlÏËÐpÊpÑlÌaÐpÒ¸Í[Î̧Ó6Ô¤Ó6Õ}Ò«Ö«Ò«ÐpÒ¸É!Ï&Í6×ÓØÒ¸ÌaÊËÍ

(25) Ù1Ó!ÚÅÉYÒ«ØÓ6Û®Ò«Î}ÛCÓ6Ö«ÛÅÍ[ÊpÒ«ÐpÇ}ØÜ̧Ó6Î8Õ]ÉmÉaÎ}ǤÓ6ÎlÌ!É!Ý ÕrÞ=ÉKßRÔ}Ö¸Í[Ò«ÐpÒ«Î}ÛFÓØmÑ}Ö«ÐpÒáàqÚHÒ¸ÉaÙâØ5ɧÓ[ÏpÑ}ÊËÉaØ5ÉaÎrÐ ÏËÉaЀàqÑ}Ô0ãåädÎ=ÐpÇlÉCÔ¤Ó[ÏpЧæ1ÝRÒáç]ÉaÊËÉaÎiÐÊËÉ!ÏËɧÓ6ÊËÌèÇlÉ!Ï Ç¤Ó!ÚÅÉYÔ}ÊËÍ

(26) ÚÅÉ!ÝÐpǤÓ6ÐéÌ!Í[Ö«Ö¸É!ÌaÐpÒ«Î}Û?ÏȨ̈Ó6ÐpÐËÉaÊpÒ«Î}Û?ÝlÓ6ÐèÓ ÕrÞ4Ô}ÊËÍ[Õ}Ò«Î}ÛCÐpÇlÉzÑ}Î}êHÎlͧٽÎÏèÌ!ÉaΤÓ6ÊpÒ¸Í ×MÊËÍ[Ø ÝRÒáç]ÉaÊËÉaÎiÐCÒ«ÎlÌaÒ¸Ý}ÉaÎlÌ!ÉÓ6Î}Û®Ö¸É!ϧæ†Ò«ÐvÓ6Ö«Ö¸Í

(27) ÙëÏCÐËÍFÓ[Ì!ìiÑ}Ò«ÊËÉ+Ø5Í[ÊËÉÒ«ÎRׁÍ[ÊpØÓ6ÐpÒ¸Í[ÎíÍ[ζÐpÇlÉ+ÏËÌ!ÉaΤÓ6ÊpÒ¸Í Ñ}ÎlÝ}ÉaÊ&ÐËÉ!ÏpЧã&ÆÈÇ}ҸφԤÓ6Ô]ÉaÊtÒ¸Ï&Ó6Ò«Ø5É!ÝÓ6ÐtÚÅÉaÊpÒá×MÞHÒ«Î}ÛCÏpÑlÌËÇÓ6ÎÓ[ÏËÏpÑ}ØÔ}ÐpÒ¸Í[ÎÒ«ÎÓ5ÊËɧÓ6Ö¬ÏËÌ!ÉaΤÓ6ÊpÒ¸Í Ù½ÇlÉaÎîÐpÇlÉ.ädÐËÉaÊèÓ6ÐpÒ«ÚÅÉ.ï4Ñ}Ö«ÐpÒáàXðḨÓ6Ö«Ò«Î}ÛñÔ}Ô}ÊËÍÅÓ[ÌèÇíòädïðHñ&óéÒ¸ÏmÑlÏèÉ!ÝhÐËÍ?×MÑ}Ö«Ö«ÞhÉKßRÔ}Ö¸Í[Ò«ÐPØmÑ}Ö«ÐpÒáà ÚiÒ¸ÉaÙôÝlÓ6ÐèÓRã ädÎ.×¢Ó[ÌaЧæHÑ}Î}Ö«Ò«êÅÉéÏpÞHÎrÐpÇlÉaÐpÒ¸ÌéÝlÓ6ÐèÓRæRÒ«Î?ÓmÊËɧÓ6Ö0ÉaÎrÚHÒ«ÊËÍ[Î}Ø5ÉaÎrÐëØ5Í[ÊËÉtØ5ɧÓ[ÏpÑ}ÊËÉaØ5ÉaÎiÐËÏ Ò«ÎrÐpÊËÍHÝRÑlÌ!ÉmÖ{Ó6ÊpÛÅÉaʆÏpÞHÏËÐËÉaØÓ6ÐpÒ¸ÌmÉaÊpÊËÍ[ÊËÏëÐpǤÓ6ІÌ!Í[Ñ}Ö¸Ý4Óç`É!ÌaÐëÐpÇlÉéÔ}ÇrÞRÏpҸ̧Ó6Ö3Ì!Í[ÎlÏpÐpÊèÓ6Ò«ÎrÐËφÑlÏËÉ!ÝCÒ«Î ÐpÇlÉvÒ«ÎrÚÅÉaÊËÏpÒ¸Í[ÎåÔ}ÊËÍiÌ!É!ÝRÑ}ÊËÉ?Ó6ÎlÝ`æ,Ì!Í[ÎlÏËÉ!ìrÑlÉaÎiÐpÖ«ÞÅæÐpÇlÉvÊËÉ!Ì!Í[ÎlÏËÐpÊpÑlÌaÐpÒ¸Í[ÎÔ}ÊËÍiÌ!É!ÏèϧãÆÈÇrÑlÏ

(28) æÐpÇlÉ Ó6ΤÓ6Ö«ÞHÏËÒ¸ÏÒ¸Ï,̧Ó6ÊpÊpÒ¸É!Ý.Í[Ñ}Ð,ÕrÞ5Ì!Í[ÎlÏpÒ¸Ý}ÉaÊpÒ«Î}ÛÓÏËÉaÐ,Í6ךÉKßHÔ]ÉaÊpÒ«Ø5ÉaÎrÐèÓ6Ö]ÝlÓ6ÐèÓÌ!Í[ÎlÌ!ÉaÊpÎ}Ò«Î}ÛÝRÒáç`ÉaÊËÉaÎrÐ ÏȨ̈Ó6ÐpÐËÉaÊpÒ«Î}Û.Ì!Í[ÎRõlÛ®Ñ}ÊèÓ6ÐpÒ¸Í[ÎlφҫÎrÚÅÍ[Ö«ÚHÒ«Î}Û.ÏËÒ«Î}Û®Ö¸ÉÓ6ÎlÝCØmÑ}Ö«ÐpÒ«Ô}Ö¸ÉzÝRÒ¸ÉaÖ¸É!ÌaÐpÊpÒ¸ÌmÏȨ̈Ó6ÐpÐËÉaÊËÉaÊËϧã öø÷}ùíúvû0ürý,þi DøJVb6_INÅÿtE[ZRSopL4EHxRJMQTx]WmDøu]U{kaJ{~XYJVSÿ;‚¤|¤GIkKS6LhWzo€kKS6_KEikaJ{ZRSåDøu]U{kaJ¸~è‚#b6EHUMJVQ]xgPj]j]_IN}EHb!c¬W –1”#j•S_KJVL4SQlkaEHU OYEikaETŒ ‘.

(29)  

(30) . –ëEHb!cFL8JMb_KN®ÿ&E[ZHSJVLEixRJMQ]x GI|¤GIkKS6LhW•EiJML8S6\hEikm\]SkKS6b

(31) kaJMQTx]W`UMN¤b[EikKJMQ]x?EiQ]\øJVLEixRJMQ]x u]Q lQ]N®ÿQîNRf#~ G ¢nqNR_ECxRS6QTS6_aEiUBNÅZHS6_èZ#JVSÿ EHQ]\hGKNRL8S5EHj]j]UVJMb6EikaJVNRQ]G6W¤GKSS {ƒ ¬~  S6b

(32) kaGUMN¤b[EikKS6\JVQhJVQ`EHbb6S6GIGKJVf]UMS5EH_IS[EH »„ ëEHQ]\=kKc]SC_KS

(33) nqS6_KSQ]b6SG.bJVkKS6\îkacTS6_KSJM Q §WBJMGYbNRQ]GèkaJVkKuTkaS\fl|FkpÿtNL4EHJMQîj]EH_IkKG6Œ wécTS4EiUMxRNR_IJVkKc]L4JVb j`EH_èkYb6NHQ]GKJVGIkaGNinE+j]_KN¤b6SGKGKJVQ]xu]Q]J{kPkKc`EikjšS6_ènqNR_KL8GzkKc]SCJMQ}ZRS_KGIJMNRQ=NHn½kKc]SCGKb6EikKkKS6_IS6!\ `S6UV\î\`EikaE f}|FL8S[EHQTGYNHnE+GKuTJVk!Eif]UMSQlu]L4S_KJVb[EHU,j]_KN¤b6S\]u]_KSiŒ "YQîkac]SvNikac]S_Yc`EHQ]\3W3kac]S S6UMSbkK_KNi~€L4Sb!c`EHQ]JVb[EHU GKS

(34) kI~puTjîEHUVUMN®ÿGékac]S.b6NRUVUMS6b

(35) kaJVNRQNHnÈkKc]S.L8S[EiGKu]_IS6GPNinÈkac]SS6UVS6b

(36) ka_KNHLEHxHQ]SkKJM#b `S6UV\øGIb[EikIkaS_KS6\=f}|kacTS GKbS6Q`EH_IJMNCu]QT\]S6_ékaSGIk6Œ†ymGKu`EiUMUV|HW#kKc]S5L4S6EHGKu]_IS6L8S6Q}kGKS

(37) kau]jhJMGé\TS6GKJVxRQ]S\øEib6b6NH_K\]JVQ]xvkaNCkacTSS

(38) ”#j•S_KJ¸~ L4SQ}k!EHUBEi_K_aEiQ]xRS6L8S6Q}k6WTÿc]JMb!chGIkK_KNRQTxRUV|\]S6jšS6Q]\TGzNRQkacTSjT_KNRf]UVS6L xRS6NRL8SkK_I|HŒ ŠBSk&uTG&b6NRQTGKJM\TS6_éEHQJM\]S6EHU•GIJVkKu`EikaJVNRQ4ÿcTS6_KSYkKc]S6_ISEH_ISYQ]NHktUMJML8JVkKGÈkaNvkKc]SPbNRUMUVS6bkKJMNRQ4NHn GKb6EikKkKS6_IS6\ `S6UV\L4S6EHGKuT_KS6GŒ–½ZHS6QøJMQGKuTb!cîE n¯E[ZRNR_KEHf]UVSGKJVkKu`EikKJMNRQ¬W¤kac]S5EiL4NRuTQlk&NHn1bNRUMUVS6b

(39) k!EHf]UVSPJVQTnqNR_KL4EikKJMNRQ nq_KNRL kacTSL4S6EHGKu]_IS6L8S6Q}kaGJVG&UMJVL4J{kaS6$\  %‰ XŒ½opQNR_I\]S6_&kKNCS6Q]UMEH_KxRSzkac]SJVQTnqNR_KL4EikKJMNRQ4b6NRQ}kaSQ}kPEi_KJMGIJMQ]x nq_KNRL$GKb[ErkKkaS_KS\¶\`EikaETWLvu]UVkKJ{~XZ#JVSÿ GI|¤GèkaS6L8&G »'  qJXŒ»SHŒ{W,Gè|#GèkaSL4Gb6NRQTGKJMGèkaJVQ]xøNinéE_KNHkaEikaJVQ]xGKSkKu]j kac`ErkCj]_KNHf•SGvkac]SJMQ}ZHS6GIkKJMx}ErkaJMNHQôEH_KS6Eînq_KNRL \])J (•S6_IS6Q}k8EHQ]xHUMS6G NHnPJVUMUVu]L4JVQ`EikKJMNRQ zEH_KSbNRL4L8NRQ]U{| u]GKS\¬Œ½wéc]SzJML4EHxRJMQTxj]_KN¤b6SGKGtfšS6QT*S ]kKGtf}|?kac]JVG†JVL4j]_IN®ZRS6L8S6Q}k†EHGëkac]SNR_KS

(40) kaJVb[EHUVUV|CGIc]N®ÿQ+JM+Q  %’ 3EiQ]\ Qlu]L4S_KJVb[EHUVUV|8b6NRQ `_KL8S6\hJM,Q »‡ BÿJVkKcGKSZHS6_KEHU GI|¤Q}kac]S

(41) kaJMbS

(42) ”#jšS6_IJML8S6Q}kaGŒ -tuTk6W kKc]S?GaEHL8SCb[EiQ fšS?GaEHJV\nqNH__KS[EiU½S

(43) ”#j•S_KJVL4SQlkK/G .gzQ]\¬W JVk5JVGYka_KuTS?ÿc]EikaS

(44) ZRS6_5kacTS8JVQ}ZRS6_IGKJVNRQ j]_KN¤b6S\]u]_I0S .îgPQ]\3W0ÿc]EikPJVG&kac]S.EHL8NRu]Q}kNHn,kac]S5JML8j]_INÅZHS6L8S6Q}kmN®ZRS6_mGKJVQ]xRUVS

(45) ~€Z¤JVSÿ GI|¤GIkKS6L8/G .=wéc]S xRS6QTS6_aEiUM2J 16EikaJVNRQ<nq_KNHL GI|¤Q}kac]S

(46) kaJVbåkKN S§”TjšS6_IJML8S6Q}k!EiUSQ}Z#JV_KNRQTL4SQlkKGøJVGQ]NHkhNRf}Z¤JMNRu]GŒ opQ LEHQ}| j]_aEibkaJVb[EHU,GKJ{kau`EikKJMNRQTG6W¬GISZRS_aEHU½uTQ`E[ZRNRJV\`EHf]UVSCS6_K_INR_KG5EiQ]\JMQ`EHbb6u]_KEHb6JVS6GN¤b6bu]_64Œ 3Hu]GIk5kaN\TNhGINRL8S S

(47) ”TEHL8j]UMSG6Wkac]SøS6Q}Z¤JM_KNHQ]L4SQ}k!EHUQ]NRJVGKSb6NH_K_KuTjTkaG8kac]ShL4S6EHGKuT_KS6GŒ ‚#u]b!cEHQ SZHS6Q}kEH\]\TG8kKN kacTS JMQ}kaS_InqS_KS6QTb6S6G8\]u]SkaNkacTSøbNRu]j]UVJMQ]xEHL8NRQ]xSL4J{kKkaS_KG8EHQ]\ _KSb6SJVZRS_KGEHQ]\íkaNkac]Shj•NHGKJVkKJMNRQTJMQ]x S6_I_KNR_IGzNHn,kac]SL8S6b!c`EHQTJMb[EiUBGI|¤GIkKS6LhŒmstNRQ]GK*S 5lu]S6Q}kaU{|RW3E8L8JMb_KN®ÿ&E[ZHS JML4EHxRJVQ]xCEHUVxRNR_IJVkacTL NRjšS6_KEikaSG NRQ<EiQ u]Q]_IS6UVJEHf]UVS\`EikaEHGKS

(48) kkac]EikbNRu]UV\ JMQ}kK_KN¤\]u]b6Sn¯EHUVGKShj]c}|#GIJMb6EHUzbNRQ]Gèka_aEiJMQ}kaGEHQ]\ fT_KJMQTx kacTS _KS

(49) ka_KJVSZiEHU¬jT_KN¤b6S6GIGékaN®ÿ&Ei_K\]Gn¯EHUMGISGKNRUVuTkaJVNRQ]GŒ "YQ kac]SNHkKc]S6_ c`EHQ]\¬W½kKc]SJMQ]b_KS6EHGKJVQ]xîNHnkacTSQ¤uTLvf•S_CNHnmGKb6EikKkKS6_KJVQ]x=\`EikaEîb6NR_I_KSGKjšNRQ]\]GvkKNEHQ S6Q]UMEH_KxHS6L8S6Q}kNHnkac]SGKNHUMuTkKJMNRQGIj`EHb6S EHQ]\ NHn.JVkKG\]JML8S6Q]GIJMNRQ]EHUMJ{kp|RŒÜwéc]S_KS

(50) nqNR_KSiWY*S (•S6b

(51) kaJVZHS¶EiQ]\ .

(52) _KSUMJEif]UMSYJVQ}ZRS6_IGKJVNRQøkKS6b!c]Q]J)5lu]S6GWBEHf]UVS5kKN\]S6EHUBÿJVkKcøGIu]b!cE4GIJVkau]EikaJVNRQ¬W]GIc]NRu]UV\FfšS.u]GIS6\¬ŒopQîGIu]b!c E+nq_aEHL8Sÿ†NR6_ 0W¬kKc]JMGj`Eij•S_5nqN¤b6uTGKS6G5NRQkacTSC_KS6bNRQ]Gèka_KuTbkaJVNRQåb[EHj`Eif]JMUVJVkaJVS6GzNHn†kKc]S?oèDî‚#7 g »' XW ¸ƒ®'ˆ  ÿc]S6Q¶\]S[EHUVJMQ]xÿJ{kac¶_IS[EHUë\`Erk!EhkKNFEiGKGKSGKG 8pJVn 9?EHQT:\ 8ËcTNÅÿ L u]b!c 9?kacTJMG5L4S

(53) kac]N¤\¶JVGEHf]UMS?kaNnqu]UVUV| S

(54) ”#j]UVNRJVkéL u]UVkKJ{~€Z¤JVSÿ\`EikaETŒ wéc]Sj]EHj•S_ JVG.NR_Ix}EHQ])J 16S\¶EHGnqNRUMUVN®ÿG6Œwéc]S+L4EikKc]S6L4EikaJVb[EHU,nqNR_KLvuTUEikKJMNRQ=NHntkac]S4oèDî‚#g ÿJVUMU½fšS _KSGKu]L8S6\JVQ‚#S6b

(55) k[Œ‘kKNCJMQ}ka_IN#\Tu]b6SzJMQ‚#Sbk6Œë CE _KSj]_KSGKS6Q}kaEikaJ{ZRSQlu]L8S6_KJVb[EHU•EHQ`EiUV|¤GKJVGtb6NHQ]b6S_KQ]JVQ]x _KS6EHUt\`Erk!EFGIb[EikIkaS6_IS6\ f}| GKJVQ]xRUVS

(56) ~YEHQ]\ôLvu]U{kaJVj]UMS§~pGKb6EikKkKS6_IS6_KG.b6NRQ `xRu]_KEikaJVNRQ]G6Œ ‚#NHL4S4b6NRQ]bUMu]GIJMNRQTG EHQ]\_KSLEi6_ lGéÿJMUMU•f•S5\]_KE[ÿQøJVQF‚¤S6bk6Œë„]Œ ;.  )>  &=<5*1> 5

(57) .. BŠ SkCu]G?bNRQ]GKJV\]S6_vkKc]S+kpÿ†Ni~p\]JVL4SQ]GKJVNRQ`EHUGKbS6Q`Ei_KJMN\]Sj]JMb

(58) kaS\ JVQí^1JMxHu]_KSøƒRŒ¶gzQ uTQ lQ]N®ÿQ GIb[Eikè~ kaS_KS6_W0UMN¤b[EikKS6\JMQhEHQøJMQ}ZRSGIkaJVx}EikKJMNRQ\]NHLEHJVQ?>A@®W`JVQ}kaS6_KEHbkKGmÿJ{kacøE8GISkzNHnBlQ]N®ÿQøj]_KNRfTJMQ]x?S6UVS6b§~ ka_INRLEixRQ]SkKJM?b `S6UV\]G6W CEFHD GIKJMLON6P Q W RTS U NWVXV)VXNZY ŒÜwécTSåf]EH/b lxR_KNRuTQ]\ JVGEHGIGKu]L8S6\ UMNRGIGKUVS6GKGEiQ]\ Q]NRQ#~€LEixRQ]SkKJMb ÿcTJMUMS.kac]S?NRf  Sbk.JMG\]SGKb_KJMfšS6\åf}|L4S6EHQ]G5NHnkac]S?bNRQ}ka_aEiGIk5nqu]Q]b

(59) kaJMNH:Q [ JMLON\P]Q S \ v JMLONP]Q f•SJMQ]xíkac]Så\]JVS6UMSbkK_KJMb=jšS6_IL4J{kI~ ^%_ J`LONP]Qa U acbWd0lnmiegfio/h)prj6q k W JMLONP]Qts >u@[W ^%_ J`LONP]Q EHQ]w kaJ{Z#J{kp|EHQ]\ kac]S S6UVS6bkK_KJVbåbNRQ]\]uTbkaJ{Z¤JVkp|RW_IS6GIj•SbkaJ{ZRSUV|RŒ wéc]S S6UVS6bkK_KNRL4EHxRQTSkaJVbGKb[ErkKkaS_KSx \ `S6UV\ Cy IM{}|~|€ L‚ƒ N\P'ƒ C|‰y ˆr|Š L‚ƒ N\P'ƒ C‹FHy GiI L‚ƒ N\P'ƒ †C|‰y ˆr| JMLONP]Q fšS6JVQ]xPkacTSéS6UMSbkK_KJMb z Dn„ Dn„† +‡ Dn„ Dn„M a Dn„ Dr„Œ `S6UV\4JVQ4kKc]SPj]_IS6GIS6Q]bSYNHn¬kKc]SzGIb[EikIkaS_KS6\_ JVG†bNRUMUVS6bkKS6\8JMŽQ  y SU NWVXVXV)NZ y jšNRGKJ{kaJVNRQ]Gëf•SUMNRQTxRJMQ]x e k e k kaN8EHQNRf]GIS6_èZHErkaJMNHQh\TNRLEiJM‘Q >A’ S

(60) ”¤kaS_KQ`EHUBkKŽN >u@®Œ ^`_KNRL EîL4Eikac]SLErkaJMb6EHU½jšNRJMQ}kCNHnéZ¤JVSÿ5W½kac]SJMQ}kaS_aEHb

(61) kaJMNHQ]GvEHL8NRQ]xøkac]S+GIb[EikIkaS_KS6_?EiQ]\ôJMQ]bJM\]SQ}k S6UVS6bkK_KNRL4EHxRQTSkaJV“b `S6UV\]GYEi_KS\]S6GIb6_KJVf•S\FkacT_KNRu]xHcøkacTSvŠBJMj]jTLEHQTQ#~è‚#b!c}ÿJVQ]xRS6_JVQlkKS6xR_KEHU S 5lu`EikKJMNRQTG {ƒH*ƒ dW`\]JMGIb6_KS

(62) ka)J 16S6\øEHbb6NR_I\]JMQ]xvkKN8kKc] S ”mJVb!c]L8NRQ]–\ •»Géj]_KN¤b6S\]u]_IŽS ¸ƒÅ‘ d C‹y ST˜ y h  [ C y ‹ S U  RAS U N P G QZN ‰| ˆr|‚J`L G N‚P G Z Q ›œ NWVXV)VXNžŸ› NOV)VXV)NYA¡ ™–{|‰{—š `J L G ‚ z IM{|~|—L‚ ƒ Dr„ NP' ƒ Dn„  SU W R SU NWV)VXVXNY L‚ƒ Dn„ NP'ƒ Dn„ s >’ N VXVXV)N y › u y e k e k  0 C‹FHy GiI J`L G NP G Q Sx˜ y h G [ C y ‹ S U NWVXV)VXNžŸ› RuSU NWV)VXV)NZYu¡ ¢ |‰}{ |‰£–š J`L G NP G Q¤N ‰| ˆr| JML G NP G Q¤›‚œ >u@ J`L G N‚P G Q¥s œ. S U. „. NWV)VXVXNZž,›. RuSU. NWVXVXV)NY. èƒ X‘ .

(63) ÿc]S6_IS&[. EHQ]\tC‹|‰y ˆr|6JMLON‚P]Q S«¦TG0§ ¨Z© C|‰y ˆŒ|‚J`L G N‚P G Q ª G JMLONP]Q W \ ˜ FgG| EH_KSvkKc]SCS

(64) ”¤kKS6_KQ]EHUëEHQ]\JMQ}kKS6_KQ]EHU1GIb[Eikè~ | EHQ]Ÿ. J`LONP]Q S7¦TG0§ ¨Z© [ JML G N‚P G Q ª G JMLON‚P]Q. •f SJMQ]x+kKc]S œ kKcåf]EHGKJVGPnqu]Q]b

(65) kaJMNHQ¬“Š˜ £ f kaS_KJMQTxCNRj•S_aEikKNR_KG¸ƒRƒ*dŒ ‚#u]b!cE5nqNR_KL u]UEikKJMNRQCjT_KN®Z¤JM\]SGtEGKSktNHnBQ]NHQ#~pUVJMQ]S6EH_½S5lu`EikKJMNRQTG†b!c`Ei_aEHb

(66) kaS6_IJ21S6\+f}|4EHQJVQ}ka_KJVQ]GKJVbéJMUVU{~ b6NRQT\]JVkKJMNRQ]JVQ]x]Œwéc]S6Q3W0kKc]S5EH_IJMGKJVQ]xCEHUVxRS6fT_aEHJVbYGI|¤GIkKS6¬ L Ë%ƒ pK~ X­‘ JMGéb6NHL4L8NRQ]U{|4GINRUVZHS6\f}|_KSb[EHGèkaJVQ]x kac]S5j]_INRf]UVS6L kKNCkac]S5L8JMQ]JVL4)J 1[EikKJMNRQ8NHn1E?GIu]JVkaEHf]UVSYb6NRGèknqu]Q]bkKJMNRQ3Œ ®zN®ÿ†SZRS_6WkaN fšSkKkKS6_hS

(67) ”#j]UVNRJVkkKc]SJMQTnqNR_ILErkaJMNHQ<b6NRQ}kKS6Q}kîNHn GKb6EikKkKS6_KS\\`Erk!ETWEíLvu]U{kaJ¸~pGKb6EHUMJVQ]x GIkK_aEikKS6xH¯| {ƒ[ˆ ÈJVGPu]GIS6\f}|î\]°S `Q]JVQ]xE+Lvu]U{kaJ¸~p_KSGKNRUVuTkaJVNRQS

(68) ”#j`EHQTGKJMNHQ=NHn½kac]S u] Q lQ]N®ÿ:Q 5¤u]EHQ}kaJVkKJMSG EHG&nqNRUVUMN®ÿG ª G JMLONP Q. [ J`LONP]Q S. ¦T_±. ¨Z©. i L G ƒ´² „ N\P G ƒ³² „ s >A@ C |‰y Œˆ |‚J`LON‚P Q S. º. ±. § ƒ³² „ G ³ƒ ² „ ¨Z© [  L G ³ƒ ² „ N\P G ƒ³² M„ ª G ƒ³² „ JMLONP Q S U NiXV V)VXN/· S Jr¸¹ œ _ SU NV)VXV)N\ž _ ›¶µ  e k e k. d . ¦. º. § ƒ´² „. _ ¨Z© G ƒ³² „ Z ¨ ©.  ­. U Q. ¯„. C |‰y rˆ |—iL G ƒ³² N‚P G ƒ³² „ „ ª G ƒ³² „ JMLONP Q.  ». ÿc]S6_IS · \]S*]Q]S6G+kKc]SîL4Er”#JMLvu]L NH_K\]S_+NHnkacTSî_KSGKNRUVuTkaJVNRQ ¯fšS6JVQ]x µ kacTSî_KSGKNRUVuTkaJVNRQ<JMQT\]S

(69) ” 

(70) W EHQ]\ôf}|ôJ{kaS6_KEikaJ{ZRSUV|åj•S_InqNR_IL4JVQ]xt¯EikCS[Eib!c GèkaS6j ¸ NHnkac]Sj]_IN#bS6GKG\vE=_KS6bNRQ]Gèka_KuTbkaJVNRQôÿJVkKcíEHQ JMQ]b_KSL4SQlkmNHnkacTS.GIj`EikaJMEHU¬_IS6GKNHUMuTkKJMNRQJMQkKc]S¼”S6xHJMNRQ#~€NHn~popQ}kKS6_KSGIkE†”mNRo}†kKN8ÿcTJMb!cøkKc]S5GKb6EikKkKS6_KS_ f•SUMNRQTxRG6Œ ^`NR_Eh\]S

(71) k!EHJVUMS\ \]SGKb_KJMj#kaJMNHQ¬W,UVSku]G.b6NRQ]GIJM\]S_kKc]AS ½`N®ÿ&~pb!c`EH_èkvGIc]N®ÿQ JMQ ^1JMxTŒ‘#Œg&kkac]4S 8H¡¢˜``¡ ¾ ¦d¡¯—Hª«X¡ ¿®—H¦¯¡X©r‚˜ 9+ ¸ SÁÀ»§WkKc]SJVQ}ZRS6GèkaJVx}EikaJVNRQå\]NRL4EHJMQJMGu]Q]J{nqNR_KL8UV|Fj`EH_èkaJVkKJMNRQTS6\JMQ ž ±  · S«U0 6G 5lu`EH_ISvGKuTf#~p\]NHLEHJVQ]GzEHQ]\îkacTS j]_INRf]UMSL u] Q lQ]N®ÿQ]GEH_KS.GKS

(72) kYkaNkKc]Svf`Ei/b ¤xH_KNRu]QT\=b6NRe ]Q k ]xRu]_aErkaJMNHQ *C |‰y ˆre| z k  L G ƒÃ NP G ƒÃ S C FHy GI L G ƒÃ N‚P G ƒÃ EHQ]Æ \ [ e z k  L G ƒÃ „ N\P G ƒÃ „M ¤Ä ¨ Å S [ Å W œ ± S „ „M ¤Ä z ¨ Å „ „† z e k U NiVXV)VXN/ž §ŒDøNR_KSN®ZRS6_W`kac]S5Lvu]U{kaJ¸~p_KSGKNRUVuTkaJVNRQbNRGIknqu]QTbkaJVNRQJMGé\]°S `Q]SÇ \ ¸ƒ®  ± e k. ÈÊÌ ËÉ [ e z k iL G ³ƒ ² N\P G ³ƒ ² N C ‰| y ˆr|e z k L G ³ƒ ² N6P G ´ƒ ² › „ „ „ „ eHÎÏk ËÍ. SU NiVXV)N/Ñ. z › e k SU œ _ NV)VXV)N\ž _ › e k e k. ‰. Ð. µ SU NiVXV)VXN/· RASU. NiV)VXVXNKY. S. Ò ¸­›. ËÓ S ÔË. X‰.  .

(73) ’ ƒ Õ ¦TÖ ƒ´× „ ¦TØ Dn„ ¦ ¦T_± ¦ § C y ¨Z© G ¨Z© ƒ Dr„ ¨Z©—Ù z IM{|~|—L‚ƒ Dr„ N\PÚƒ Dr„ a y ¨Z© Ù Î l»â Ù Õ ¦ Ö ¨Zƒ³× © „ C |‰y ˆr|e z k  L G ƒ´² N\P G ƒ³² ¹ „ „M ‹Ü lÏÝ 0Þ G ƒ³² „ N6ß G ƒ³² „ ƒ Dr„Œ áà ÙÙ Î Ù y z ÕÛ C C y egÎÏk L G ƒ³² „ N6P G ƒ´² „ Ù FHGiIL G ƒ³² „ N6P G ƒ´² „ aÁã |‰ˆre| k iL G ƒ³² „ N\P G Ù Ù ¦ § ƒ³² „ ¨Z© Õ [ e z k  C |‰y ˆre| z k  ¹ L ƒ³² „ N6P ä ƒ³² „M L ä ƒ´² „ N\P ä ƒ³² „` ‹Ü lÏÝ iÞ ä ä ƒ³² „ eHÎnk. ÿc]S6_IS Û. S ge ÎÏk MJ L G ´ƒ ² „ N\P G ƒ³² „ Q. Ì ÉË À ËÍ. U. æÏç æÏç. ƒ³² „ ÕÛ [ z ƒ´² „ ¨Z© egÎÏk iL G ƒ³² „ N\P G ƒ³² „ e k *L G ƒ³² „ N\P G ƒ³² „ egÏÎ k ¦TØ ¦T_± ¦ G§ ƒ³² „ ¨Z© ¨Z© ƒ´² „ y ¨Z© ƒ³² „ ä ´ƒ ² „ N\ß ä ³ƒ ² „ G ³ƒ ² M„ áàå Ù à Ù Ù. l­â. J`L G ƒ³² „ P G ³ƒ ² „ ¯ Q s è > é egÎÏk Ïz ê © h e k > J`L G ƒ³² „ P G ³ƒ ² „ ë Q s é egÎÏk zÏê © h e k. •f SJMQ]xhkac]S4Q¤uTLvf•S_ NHn&GKb[ErkKkaS_KS_KG?EHQ]\¯> éegÎÏk N SìU NiVXVXV)N/Ñ kacTSb6NH_K_KSGKjšNRQ]\]JVQ]xí”NRopGW1ÿc]S6_IS kac]S5Gè|#Q}kKc]SkKJMb‹16N¤NRL ÿJVUMU3fšS5j•S_InqNR_IL4S\¬“ Ñ z ¨ Å Ð SURŒ ‚#u]bb6S6GIGKJ{ZRS6U{Ÿ|  ¸“î ¸á¹ U%

(74) W#kac]S5u] Q lQ]N®ÿQ]GPEHe _KS5ku]jš\`EikKS6\ Ñ. d. â [ z i L G à  N\P G à  Sxï µ%ð¼ñ ëæ Z È Å q ƒ „ œ ò e k e k † õ „ „ ZÄ z Z ´ƒ ó “ ¨ © „ ô.  ­. C |‰y rˆ e| z k iL G à  N‚P G à  Sxï µ%ð Õ ëæ œ¤ö D ƒ³× „ È Å „ „ Ä z ¨Z© ÷g†ø ÷ ô e k õ à.  . X’. ÿc]S6_IS È e Å k STÈ Õ [ e Å k  L G ƒ´² „ N\P G ƒ³² „M N C |‰y ˆr|e Å k  L G ƒ³² „ N\P G ƒ³² „` áà W}f}|CL4JVQ]JML8J21JMQ]x¼X‰,ÿJVkac?EGIu]JVkaEHf]UMS NRjTkKJML8J21[ErkaJMNHQEHUVxRNR_IegJVÎÏkak cTL츃[„'dŒ g&këkac]JVG½j•NRJVQ}k[W}kac]SLvuTUVkaJ¸~p_IS6GKNHUMuTkKJMNRQ.b[EHj`Eif]JMUVJVkaJVS6G,NHn3kKc]SoèDî‚#g EH_KSénqu]UVUV|vS§”#j]UMNRJ{kaS\¬Œ1wéc]SmJMQ#nqNR_è~ LErkaJMNHQEHb 5lu]JV_KS6\øNRQkac]SGKbS6Q`EH_IJMN8u]Q]\]S_mkKS6GèkYEHUVUMN®ÿGmEHQhS6GIkKJML4EikaS5NHn,kac]S5kacTSQlu]L f•S_ Ñ z NHn GKb6EikKkKS6_KS_KG†UV|¤JMQ]x5JV&Q >u@éEHGëÿtSUMUšEHGNHn¬kKc]SzxHS6NRL8SkK_KJMb6EHU`j`EH_KEHL8SkaS_KGënqNR_ëS[EHb!cNHn3kKc]SPbNR_K_IS6GKjše NRkQ]\¤~ JMQ]íx ”mNRopëG ù8rŸ®±K—H¦d¦pœ

(75) ›aœ

(76) ›+ªM©®±K—Hª«X¡ ¿®—H¦¯¡X©r˜ 94j]c`EiGKSEHQ]¯\ 8¤œ!Ÿ

(77) ¦¯¡¢ž8—H¦d¡X©r˜©Ë°¦¢²`œ8£¤œ!©ržœ

(78) ¦¯›§¡X±K—Hª ·T—H›I—Hžœ

(79) ¦pœ

(80) ›aŸ 9 j]c`EHGISz~ë^,JMx]ŒÈ­‘ ¸ƒ® dŒ½wéc]S_KSGKNRUVuTkaJVNRQUVSZHS6U3JVGtSQ]c`EHQ]bS6Ÿ\  ·xî ·¯¹ U%†JVQ4kKc]#S ”NRopGéEHQ]\E.Q]Sÿ _KSj]_KSGKS6Q}kaEikaJVNRQ+NHnBkKc]SYu] Q lQ]N®ÿQ]GéJVGtxRJ{ZRSQEHb6bNR_K\TJMQ]xka‘N ¯» †EHQT:\ ¯ú„ §Œ½wéc]S6Q3W]E Q]S

(81) ÿ L4JVQ]JML82J 16Er~ kaJVNRQNHûn È e z k JVGéj•S_InqNR_IL4S\øf}|k!'E ¤JVQ]x?JMQ}kaN8EHbb6NRuTQlkmkacTS.GINi~p\]°S `Q]Sü\ d­ p°~ d­’ †ka_IJEHU3b6NR]Q ]xRu]_aErkaJMNHQ ù8H¡¢˜`¡¢¦¯¡¯—Hª«X¡ ¿®—H¦d¡X©r˜©Ë°¦q²`œ˜3œ

(82) ¼ Ÿ

(83) ¦ËœpŠ · ýÈj]c]EHGKS~†^1JMxTŒë­‘ 

(84) Œ o€kaS_aEikKJVZRSUV|HWGIu]b!côEj]_IN#bS6\]u]_IS4JVG5_KS6jšS[ErkaS6\ u]Q}kaJVUëEhGèk!EikKJMNRQ`Ei_I|îbNRQ]\]J{kaJVNR=Q {ƒ® ½nqNR_Ykac]S8_KSb6NRQ¤~ .

(85) GIkK_Ku]b

(86) kaJMNHQhJVGé_KS6EHb!c]S6\Ç ¸.

(87) Œ. STþ ˆùÿ/| . > &*, 6&5í9 h5+AB A . opQkac]JVG‚#S6b

(88) kaJMNHQ¬WrEQlu]L8S6_IJMb6EHU}EHQ`EiUV|¤GKJVG3ÿJMUVUHfšS½b[EH_I_KJMS\5NRuTk JMQ5NR_I\]S6_¬kKNmEHGKGIS6GKG kacTS_IS6bNRQ]GIkK_Ku]b

(89) kaJVNRQ b[EHj]EHf]JMUVJVkKJMS6GmNHnëkacTS8oèDF‚#g JMQ=_IS6x}EH_I\=kaNkac]SCL u]UVkKJ{~€Z¤JVSÿ@L8S[EHGIu]_KSL4SQlk5GISkKu]j f}|=bNRQ]GIJM\]S_KJMQTx _KS6EHURGKb6EikKkKS6_IS6\\`Eik!E#Œ,wN®ÿ&EH_I\]G kac]JVGBS6Q]\¬WrGKNHL4S½S§”]EiL4j]UVS6GBNHn¤kacTSS§”#j•S_KJML8S6Q}kaEHUR\`EikaEHGKS

(90) k,E®ZiEHJVUEHfTUMS EikékacTS 

(91) opQ]GIkKJVkau#kaS5^`_KSGKQ]SU z~tDFEH_IGKS6JVUMUVSHW]^`_KEHQ]b6S ¸ƒÅ0‰ BÿJMUMU•f•S5j]_IN#bS6GIGKS6\3Œ wéc]!S `_KGèkkaS6GèkFb6EHGKSbNRQ]GKJV\]S6_IGFEôGIJMQ]xRUVS=\]JMSUMSbka_IJMbîb

(92) |¤UMJMQT\]S6,_ U Bë JMQ_KEH\]JVu]/G +UMN¤b[ErkaS6\Erk  I ²

(93) SÁÀ ÀTW I ²

(94) S Àûë?.EiQ]\ b!c`EH_KEHbkKS6_I2J 16S\ f}| EFc]NRL8NRxRSQ]S6NRuTG.bNRQ}ka_aEiGI¼ k [ JMLONP Q S L V P a \ ¸ƒ®% XŒstNRQTb6S6_IQ]JMQTx.kacTSPJMQ}ZHS6GIkKJMx}ErkaJMNHQ4\]NHLEHJVQ¬W  À À V V S6GèkaJVLEikKS6\8ÿJVkacEÿtE[ZRS6xHu]JM\]SzL4S

(95) kac]N¤í Eî6G 5lu`EH_IS\]NRL4EHJMQ  ™ @‘S  À° JMQôGIJM\]Sc`EiGCf•SS6Q b6NRQ]GIJM\]S_KS\ EiQ]\ôkac]S_IS6b6NHQ]GIkK_Ku]b

(96) kaJMNHQ c`EiG f•SS6Qåj•S_InqNR_IL4S\fl|=nquTUMUV|øS

(97) ”#j]UVNRJVkKJMQ]x+kKc]S8E[ZHEiJMUEif]UMS.GKb[ErkKkaS_KJVQ]xø\]Eik!,E   y S»

(98) WBfTuTku]GKJVQ]x e k L4NHQ]Ni~€nq_IS 5lu]SQ]b|L8S[EiGKu]_IS6L8S6Q}kaEG rç‘S Ü  §Œ wéc]SY°S (3SbkaGéNin¬kac]SPLvu]UVkKJ{~XZ#JVSÿ GKSkKu]j¬W]JVQkaS_KL8GtNHn _IS6bNRQ]GIkK_Ku]b

(99) kaJVNRQS6_I_KNR_IG6W#ÿJVUMU0fšSEHQ`EHU{| 16S6\fl| b6NRQTGKJM\TS6_KJVQ]xvkacTS5nqNHUMUMN®ÿJVQ]4x 5lu`EHQ}kaJ{kaJVS6G !. ß S Ñ. U º Ö Î. )ã L I egÎσ#" k ø $n÷ „ aÇL I He În²%k &

(100) å. Ì ÉËË ¨Z©. l ¹. ùã P I eHÎσ#" k ø&$Ï÷ „ ü a P I He ² În k

(101) å. l Ò ËËÓ. '. J. )(*°ï,+`æ . ï-æ.( œ. C. (. µµ µQ. d‡.  ­. Ô ËË ËËÍ /. S. Ò a · _ egÎÏ£ k o Ù Ì Ù · He ¢ÎÏk &ø $Ï÷ t Ù Ó k É ÙÙ e Ù _ Ô ¨Z© Í · eHnÎ £ k o. Ñ. U º Ö Î. J > 挍10 œW¸ .æ ( œ ï2+C µµ ( µQ. d.  ­. ÿc]S6_ISkac]S5GKuTf#~pGIb6_KJVjTk¥8H›!œq°‚9YJMQ]\]JVb[EikKS6GEHb

(102) kau`EiU–5lu`EHQ}kaJ{kaJMSG e © k Œ gPG¯E ]_KGIk+S

(103) ”#j•S_KJVL4SQlk6Wékac]S=_IS6b6NHQ]GIkK_Ku]b

(104) kaJMNHQc`EHG+fšS6SQ b6EH_K_IJMS\<NRuTk+ÿJ{kacE³!—H›aœséeY~€f`EHGKS\ EHj]j]_IN}EHb!c¬Œ wéc]SîJVQlZHS6GèkaJMxREikaJVNRQ \]NHLEHJVQ c`EiGfšS6S6QuTQ]JVnqNR_IL4U{|ôj`EH_èkaJ{kaJMNHQ]S6\ JMQ ž S   3   6G 5lu`EH_IS.GIu]f#~€\]NRL4EHJMQ]GŒ^1JMx]Œ ?GKc]N®ÿGmkac]S5fšS6c`E[Z¤JMNR_NHn,kac]S5S_K_KNH_ ]xRu]_KSGmZHS6_IGKu]Gmkac]SQlu]LvfšS6_mNHn Z¤JMSÿG Y u]GKS\Ff}|kacTSL u]UVkKJ{~€Z¤JVSÿ EHb 5lu]JVGKJ{kaJMNHQhGè|¤GIkaSLøŒgPGmb[EiQøfšS.NHf]GKS_IZRS\¬W0kac]S5UMN¤b[EiUM2J 16EikaJVNRQ 465%798;:*<.=?>@:*ACB@DFEGDFEHJIKACLFHMHJ>@:*ACNDFOPDF=*HQB OCRPEB*ANSTAN: HUIVLFHJWXOYL%DZHJ[EGB]\G^`_`a&b. ’.

(105) S6_I_KNR_ ß GIUMJVxRc}kaUV|¶\]S6b_KS6EHGKSG!qnq_INRL ßc Ø ¨Z© S U V   3 U0À ê © u]j kKN ßc Ø ¨edÏÅ Sgf V U f 3 U0À ê l vJVQ b6NR_I_KSGKjšNRQ]\]SQ]b6SYÿJ{kacEHQJMQ]b_KS[EiGKJMQTxvNHnBkacTSYJMUVUMu]L8JMQ`ErkaJMNHQ]G6Œ€"YQkKc]SYb6NHQlkK_aEH_è|RW`EiQ+JMQ]b_KSL4SQlk&NHn / N#bb6u]_Iu G qnq_INRL / c Ø ¨Z© S  V h 3 U0À ê © u]jFkKN / c Ø ¨edÏÅ Sih V j 3 U0À ê © mEHGzj]JMb

(106) kaNR_IJEHUVUV|GKc]N®ÿQ JMQ ^1JMxTŒ4„hÿc]S6_IS4kacTS4JVLEHxHS6GNHn&kKc]S8_KSkK_KJVSZRS\¶j]_IN `UVS6G5ÿc]S6Q Y S«URW Y SkhTW Y S«U  W1EiQ]\ l Y S  øEi_KS?xRJVZHS6Q e k Œh‚#u]b!c E_KSGKu]U{k5GKSS6L8GkKNhJVQ]\]JVb[EikKSvkac`EikkKc]S4séeY~€f`EHGIS6\ Eij]j]_KNREHb!c \TN#SG Q]NHkénqu]UVUV|4S

(107) ”#j]UVNRJVk&kKc]SEH\TZiEHQ}k!EixRS6GNHnÈE?L u]UVkKJ{~€Z¤JVSÿGI|¤GèkaS6LhŒ wéc]S6Q3WYJMQ<kKc]SGKS6bNRQ]\ S

(108) ”#j•S_KJVL4SQlk6WzkKc]SGaEHL8S=j]_KNHf]UMSL c`EHGfšS6SQEH\T\]_KSGKGKS\f}|u]GIJMQ]xôkacTS oèDî‚#g@ÿJVkKcøkacTS GaEiL4S.séeP~pf`EHGIS6\îNHjTkaJVL4)J 16S6_&nqNH_kKc]S bNRGIkmnqu]Q]b

(109) kaJVNRQFL8JMQ]JVL4)J 1[EikKJMNRíQ ¯oèDgm~èsée gPj]jT_KN}EHb!‚c 

(110) Œ géb6b6NH_K\]JVQ]x=kaNkac]ShEHL8NRu]Q}k?NHnPJMQTnqNR_ILErkaJMNHQ¶NHnzkac]SGKb6EikKkKS6_IJMQ]x\`EikaE  ’ EiQ]\ Erk kac]SJMQTJVkaJMEHUM)J 1[EikKJMNRQ4NHn1kKc]S L u]UVkKJ{~pGIb[EHUVJMQ]x j]_KN¤b6SGKG6¤W >u@Yc`EHGzf•SS6Qî\]JVGKb_KSkK2J 1S6\FJVQ ž ± S U0À 3 UiÀ e k  · SU%tG 5¤u]EH_KSb6SUMUMGŒ ^`NR_bNRL4j]EH_KJVGKNRQ<jTu]_KjšNRGKSG6WP^1JMx]Œ ‰¶GIc]N®ÿGkKc]S=fšS6c`E[Z¤JMNR_NHn5kac]SîS_K_INR&_ `xRu]_IS6G+nqNR_4kac]SFkpÿ†N L4S

(111) kac]N¤\]GŒstNRQ]bS6_IQ]JMQ]x+kKc]S oèDF‚#gm~Ësée gPjTj]_KN}Eib!c¬W3kacTSvUMN¤b[EHUV2J 16EikaJVNRQEHb6bu]_aEib|øf•SQ]*S ]kKGNHn½kacTS S6Q]UMEH_KxHS6L8S6Q}kNHnTkKc]StE[ZiEHJVUEHf]UVSÈJMQ#nqNR_KL4EikaJVNRQYbNRQ}kaS6Q} k ¯GKJVL4JVUEH_IUV|kaNkacTS&sée<gPjTj]_KN}Eib!c EiGÿ†S6UVU#EiG kac]S½\TJML8S6Q]GIJMNRQ`EiUHS6_I_KNR_W®ÿc]JMb!c5kau]_IQ]G NRuTkBkKNmfšS /kl  V À 3 U0À ê © ÿc`EikaS

(112) ZRS_ Y Œ,^`NR_¬bNRL4jTUMSkKS6Q]SGKGW ^1JMxHG6Œ.‚ K— p~p‚ K%³ z\]JVj]UE[|økac]SC_ISka_IJMS

(113) ZRS6\åj]_IN `UMSGYÿc]S6Q Y SÁURW Y SmhTW Y S U  W EHQ]\ Y S  ]W _KSGKjšS6bkKJVZHS6UV|HŒ w,N¶xRS6Q]S_aEHUV2J 1ShkKc]S6GISîJMQ]\TJMb[ErkaJMNHQ]G6WtkKc]SFGKEHL8SîEHQ`EiUV|¤GKJVGc`EHG4f•SS6QjšS6_ènqNR_KL8S6\ nqNH_E¶L u]UVkKJMj]UVS

(114) ~ GKb6EikKkKS6_KS_KGCGIb6S6Q]EH_KJVN]Œ=w,N®ÿtEH_K\TG?kKc]JMG EHJMLhW1kKc]S+\`EikaEHGKS

(115) Ek 8H¦d¼t©6™H¡Xœ

(116) .ª nVoqpsrK°¯Jœ t· 9+{ƒ®%‰ dW½b6NRQ]bS6_IQ]S6\ ÿJVkKc kpÿ†Nîb6JV_Kb6uTUEH_5\]JVS6UMSbkK_KJM+b `[ e © k S [ e l k S  V ÀuwÀ V 5b

(117) |#UVJMQ]\TS6_KGNHné_KEH\]JVu]G · _e ©£ ko S · _e l£ ko S U Bë j]UEib6S6 \ ÀëÜnq_INRL S[EHb!c?NHkKc]S6_½EiQ]\vUMN¤b[ErkaS6\vEikÈkacTS&Q]NRL8JMQ`EiU¤bN#NH_K\]JVQ`EikaS G  L Ie ©² k

(118) SwÀ V ÀTW © \  L Ie l² k

(119) S À V À#W P I e l² k

(120) S a 2Bë?

(121) W`c`EHGfšS6SQøj]_IN#bS6GIGKS6\3Œ P I e ² k

(122) S2Bë?&EHQTÇ wéc]S=EHb!cTJMSZHS6\_IS6GKuTUVkaGWéJMQ kKS6_IL4G4NHnUMN¤b[EiUM2J 16EikaJVNRc Q »^1JMx]Œ ’ I— ÏYEHG8ÿtSUMUzEHGGIc`EHj]JVQ]xôEHbb6u]_KEHb|  ^,JMx]ŒÈ ’ K%³ dW]bUMS[Ei_KUV|4jšNRJMQ}kéNRu#kEHQJML8j]_KN®ZHS6L8S6Q}kéJMQ+kKc]S5_KSb6NRQ]Gèka_Iu]bkKJMNRQhEHUVUMN®ÿtS\f}|+kac]SL u]UVkKJ{~ Z¤JMSÿ GKS

(123) kau]j3Œ µc`EikKSZRS_kKc]SCJMQ}ZHS6_KGIJMNRQL8SkKc]N#\3W ß EHQT\ / GKJVxRQ])J ]b[EHQ}kaU{|F_IS6\]uTb6S6G5f}|EHGIGKSGKGKJVQ]x EHQ Ei\TZiEHQ}k!EHxRS8JMQkacTSJMQ}ZHS6_KGIJMNRQåÿc]S6Q¶L4NR_ISCZ#JVSÿG EH_KS8u]GKS\¬ŒøDøNR_ISJMQå\]S

(124) k!EHJVUXWEHG.n¯Ei_.EiG.kacTS 4vF7xwyNGHUACIFHzB*ODFH{DZ=*ATD|DF=*H{}*NAY<.~W E#€;HJNEGBuDF= HPNOT‚ƒHJL„LZE C=@DM}jOCL.[;HJLME6I|:*IFHJ[†‡OCL|LZHˆ†‡H‰LZH‰BX<ˆHPAB*[ŠDF= H‹[ AYI%=*HJ[ NEGB*HMEB*[;E6<‰ADFHUIVDF= HQLZH‰ YEGOYBŒO;<‰<‰: W EHJ[}Ž‹DF=*HAC<DZ:*AN2IZ<‰AD%DZH‰LZH‰LUb. ‡.

(125) UMN¤b[EHUVJ216EikaJVNRQîEHbb6u]_KEHb|åJVG.bNRQ]b6S_KQ]S\¬W ß ZiEH_IJMSGfšSkpÿ†S6SQ ßc Ø ¨Z©Š h V À 3 U0À ê © EHQ]\ ßc Ø ¨edÏÅs U À U0À ê © EHQ]\íkac]SoèDgm~èsée$gzj]j]_IN}EHb!c NRuTkajšS6_ènqNR_KL8GvkacTSøf`Ei_KSøsée;j]_IN#bS6\]u]_ISHŒ<‚#JML8JMUMEH_ V 3 b6NRQTGKJM\TS6_aErkaJMNHQ]G.b6EHQôfšS+\]_aE[ÿQíEHUVGKNøfl| NRf]GIS6_èZ#JVQ]xîkacTS+f•Sc`E[Z¤JMNR_.NHn / Œîg Q]NHQ#~pQ]SxRUMJVxRJMfTUMS?¯J{n b6NRL8j`EH_IS6\ kKNYkac]SéS_K_INR_,ZiEHUVu]S6GÈNinškKc]SséeP~pf`EiGKS6\?L8SkKc]N#‚\ JML8j]_INÅZHS6L8S6Q}k½JVQ kac]Sé_IS6bNRQ]GIkK_Ku]b

(126) kaJVNRQ JMG.EHUMUVN®ÿtS\¶f}|kac]S4Lvu]UVkKJ{~€GKb[EiUMJMQTxEHj]j]_IN}EHb!c¶ÿc]SQ Y s‘ U N U;hX’“ ƒš™F“›„ƒ#"T”Xœ• ;„ ”Xc •–j„ —˜   VGž ÀFEiQ]\ c;–—˜ “ ƒ#”*• „. c  –  —   ˜ Ÿ U ­À­

(127) Œ ƒ¡™%“›„"œ;”X• „ V  c –—˜ Ÿ “ ^1JMQ]EHUMU{|RWÈ^,JMx]Œ ‡îGKc]N®ÿG?kac]SJVLEixRS6GvNinmkKc]S_KSb6NRQTGIka_Iu]bkKS6\ j]_KN ]UMS6GvÿcTS6Qíkac]ShséeP~pgzj]j]_KNREHb!c  ^,JMxRGŒø ‡ K— p~Ë ‡ !i± p~p‚‡ !0œ p~p‚‡ X £ ÏëEHQ]\ kac]S4oèDî‚#gm~Ësée gzj]j]_IN}EHb!c c »^1JMxRGŒF ‡ K%³ p~p‚‡ K‚™ €~˂‡ «° p~p‚‡ p‚² †EH_IS u]GKS\ nqNH_ Y S U, ^1JVxRG6Œ ‚‡ K— p~p‚‡ K%³ dW Y S¢h= ^,JMxRGŒô‚‡ !i± €~˂‡ I‚™ dW Y S U   ^,JMxRGŒô‚‡ !0œ p~p‚‡ ¸Z° ÏXW EHQ]\ Y S  ?»^1JMxRGŒ½‚‡ d £ p~p‚‡ p‚² •Z#JVSÿGW`_KS6GIj•SbkKJVZRSUV|HŒ†wéc]Skpÿ†N4b

(128) |¤UMJMQT\]S6_IGmc]E®ZHS5f•SS6Qh*S (•S6bkKJVZHS6UV| _KSb6NRQ]Gèka_Iu]bkKS6\¬Wmf]uTk+kKc]Sî_IS6b6NHQ]GIkK_Ku]b

(129) kaJMNHQEHb6bu]_aEib|<xHSkaGf•S

(130) kKkaS_4ÿc]SQkac]SîQlu]L f•S_NHnZ¤JMS

(131) ÿG xR_KN®ÿGŒîDøNH_KS6N®ZHS6_6WëEiG JMQT\]JMb6EikaS\¶f}| kKc]S4ZiEHUVu]S6G.NHn&kKc]SS_K_KNHE_ `xRuT_KS6GW1kacTS+_KS

(132) ka_KJVSZiEHUEHb!c]JVSZHS6\ ÿJVkKcîoèDî‚#g~èsée gzj]j]_KNREHb!cîkau]_IQ]GNRuTkPkaNfšSvL4NH_KS bUMNRGIS kaN+kKc]S?EHb

(133) kau`EHU,NRQ]S ÿcTS6Q=kac]SCL u]UVkKJ{~ Z¤JMSÿÜGKSkKu]jôJMG.EH\]NHjTkaS\¬?Œ ®zN®ÿtS

(134) ZRS_6WëJVkb[EiQ f•S8_KSLEi6_ HS\¶kac]Eik kKc]S4bS6Q}kaS_KGCNHn&S[EHb!c b

(135) |¤UMJMQT\]S6_IG EH_KSGIUMJVxRc}kaUV|8GIc]JVn¢kKS6\ÿc`EikKSZRS_ Y¤£ UHŒë–½ZHS6Qhkac]NRuTxRcGKu]b!cøECGKc]J{n¢kJMG&ÿJVkKc]JMQ+kKc]SS

(136) ”#jšS6_IJML8S6Q}k!EHU LEi_KxRJVQ¬WÈJVk?GIc]NRu]UV\íf•SjšNRJMQ}kKS6\íNRuTkCkKc`Eik8E=GKJVL4JVUEH_f•Sc`E[Z¤JMNR_Cc`EiG8fšS6SQ NHfTk!EHJVQ]S6\íJVQôGKSZHS6_KEHU kaSGIkaGÿJVkKcåZiEH_IJMNRu]G5L8SkKc]N#\T&G qGKS6$S {ƒ®%‰ ënqNR_.Eh\]S

(137) k!EHJVUMS\ _ISZ¤JMS

(138) ÿ 

(139) Œwéc]JVG.bNRu]UM\ GKu]xHxRS6Gèk.kKc`Eik EHQ JMQ]bNR_K_IS6b

(140) kj•NRGIJVkKJMNRQ]JVQ]xvN¤b6bu]_K_IS6\h\]u]_KJVQ]xCkac]S5\`Erk!ECL4S6EHGKuT_KS6L8S6Q}k6Œ ¥. ¦. .h†6AB .A. opQ.kKc]JMG,j`EHjšS6_6Wrkac]S†S*(•S6b

(141) kÈNHn0EzLvu]UVkKJ{~XZ#JVSÿ L4S6EHGKuT_KS6L8S6Q}k1GKSkKu]jCNRQkac]S†_KS6bNRQ]Gèka_KuTbkaJVNRQCEHbb6u]_KEHb| NHnYkKc]SøoèDF‚#g(c`EHG4f•SS6QEiQ`EHUV| 1S6\¬Œwéc]Søb[EHj`Eif]JMUVJVkaJVS6GCNHnPkac]SøLvu]UVkKJ{~€_KS6GINRUMu#kaJMNHQíEHj]j]_IN}EHb!c kKN nqu]UMU{|S

(142) ”#j]UVNRJVkmkac]S JMQ]b_KS6L8S6Q}kNin½kac]SvJVQTnqNR_ILEikKJMNRQbNRQ}kaS6Q}kEHUVUMN®ÿ†S6\îf}|FkKc]SvLvuTUVkaJ¸~€Z¤JMS

(143) ÿ Gè|#GèkaSL c`E[ZRS f•SS6Q EiGKGKSGKGIS6\@EHQ]\ b6NRL8j`EH_IS6\ ÿJVkackacTNRGKSåNHn?EíGIkaEHQ]\`EH_I\_ISnqS6_IS6Q]bS L8SkacTN#\¬Œ gPGøE f•SQ]b!c]L4EH6_ 0WëGKNHL4S+S§”#j•S_KJML8S6Q}kaEHU&\`EikaEHGKS

(144) k?E[ZiEHJMUMEHf]UMS4EikvkKc]§S opQ]GèkaJ{kauTkKS^0_IS6GIQ]S6.U 8~.DFEH_IGKS6JVUMUVSHW c`E[ZRSëfšS6S6Qj]_IN#bS6GKGIS6\ EHQ]\¬WÅQ]NHkpÿJ{kac]Gèk!EHQT\]JMQ]xékKc]S½UEH_IxRS½EHL8NRu]Q}k NHn¤Gè|#GèkaSLEikKJMbëS6_I_KNR_IG¬kac`ErkE_IS[EHU L4S6EHGKuT_KS6L8S6Q}k,GKS

(145) kau]j.JMQ}ka_IN#\]uTb6SHWrkac]Sj]_INRj•NHGKS6\.GIkK_aEikKS6xH|5c`EiG1GKcTNÅÿQ GaEikKJMGIn¯EibkaNH_I|jšS6_ènqNR_KL4EHQ]bS6G6Œ .

(146) wéc]SNRfTkaEHJMQTS6\_KSGKu]U{kaG&JVQ]\]JVb[EikKSPkac`Erk&kac]SoèDF‚#g f•SQ]S*TkaGf}|+Lvu]U{kaJ¸~pJMUVUMu]L8J{Q`EikaJ{NRQvbNRQ]\]J{kaJVNRQ]G&JVQ Eî_KS6EHUtSQlZ¤JV_KNRQ]L8S6Q}k6WtEHG.ÿtSUMUXWëEiQ]\íJVkCJVGCEHf]UVSkaN=u]GISnqu]UVUV| S

(147) ”#j]UVNRJVk.kac]SEHUVUMN®ÿ†S6\ôJMQTb6_KSL4SQ}k?NHn JMQTnqNH_KL4EikaJVNRQ¬Œ. ƒ®ˆ.

(148) ¨. éi&*,tA ¸ƒ TŒ stc¬ŒW-†NRUMNRL8S|HW8‰©mSÿ b6NRQTb6S6j#knqNH_YL4JVb6_INÅÿtE[ZRSCGIS6Q]GIJMQ]x]W´9«ªm™H­rQoF¡X±

(149) ›a©r¼oî¡¢ª¢ª«¡¢ž8u¬C—H­Hœ ­vœ

(150) ¦pœ!±

(151) ¦Ë©r›aŸ

(152) WTZHNRUXŒ0‘H‘R’R‰#W¬ƒ[RH„]Œ  ‘ u®CŒlŠ NHu]JMG¯ W [DøS6\TJMb[EiU`JML4EHxRJMQTx]‚¤k!ErkaSNHnškac]SmEH_èktEiQ]\8nqu#kau]_ISm\TSZRSUMNRjTL4SQlk6W&Œ°

(153) ˜`­Hœ

(154) ›aŸ®œP±†›a©H³¾ ªMœ

(155) ž Ÿ

(156) WTZRNHUXŒ`‡TWTj]j¬Œš’HˆRÅ~è’H R‡#W3ƒ®RR‘#Œ »' E”Z Œ ®.ZŒ ®zN¤NRUVSS

(157) kEHUdŒVMW opQ}ZRS_KGISCj]_KNRfTUMS6L:L8SkKc]N¤\]NRUMNHxH|hEHQ]?\ `Q]JVkKS SUMS6L8S6Q}kKGPJMQhkac]S.JM\]SQ}kaJ{~ `b[ErkaJMNHQ]GNHn½b6_KEH/b lG6WšGKNRuT_Kb6SG6W•LEikKS6_IJEHUVG6W]EiQ]\økKc]S6JV_mxHS6NRL8SkK_I|JMQhJMQ]EHb6bS6GKGIJMf]UVS5UMN¤b[EikKJMNRQ]G&W  °T²²²³n]›I—H˜TŸ6´  o=—®£H˜šMWTZRNHUXŒš‘R’#WTj]j¬Œ0 H„} H r~Ë H„H„} TWšƒ®RTƒRŒ  „ .O  Œ 3TŒ¤OYEHQ]JVS6UMG¯W [‚#u]_èn¯EHb6SmjšS6Q]S

(158) ka_aErkaJMQTx._KEH\`EH_&W ‹°T²²µ²†ªMœ!±

(159) ¦d›a©r˜šQ ¶†©ržCž8¯ ²†˜¤£}ƒ ·]MWlZRNHUXŒl‡TWlj]j¬Œ ƒ®}‰Å~aƒ®‡}‘#W•ƒ®RR#Œ  ‰ ¼"vŒTDå Œ -†u]b6bJ3EHQT\eCŒ#^`_KEHQ]b6SGKb!c]S

(160) kKkKJX9W i"YQ4kacTSPOPSxR_KSS6G†NHn ^`_KSS6\]NRL Nin‚#b[ErkKkaS_KS\+^1JVS6UM\TG6¸W  °T²²²³n]›I—H˜TŸ6½©r¹ ˜ ªP˜`¦XÈ—H˜šº™ ±†›a©!·3MWTZRNRUdŒ` }’#WTj]j¬Œ0Tƒ®‡Å~ˏ}‘H#W3ƒ®R‡HTŒ »'  ‚•ŒÅs&EHNH_KGKJdWie?Œ®Š½ŒÅe_aEixRQ`EHQ]JdW®EHQ]\.D Œ »,EHGIkKNR_KJVQ]N], W gôL u]UVkKJVZ¤JMS

(161) ÿ L8JMb_KN®ÿtE®ZHS½JML4EHxRJVQ]xtGè|#GèkaSL nqNR_Èkpÿ†Ni~,\]JML8S6Q]GIJMNRQ]EHUTjšS6Q]S

(162) ka_KEHf]UMSNRf  S6bkKG6¸W mUo ²²²¼n]›I—H˜TŸ6¯ oî¡X±

(163) ›a©r¼—H­Hsœ n¬²`œ!©r› ½1n•œ!±!²TMWHZHNRUXŒ RTW]QTN]Œš‰#W]j]j3Œ0‡H„l‰Å~p‡}‰#ƒRW•ƒ®RTƒRŒ  ’ ¼"vŒ D O Œ -tu]bb6JëEHQT\åwŒBopGIS6_IQ]JETZW 8˖½UMS6b

(164) ka_INRLEixRQ]SkKJMb.JMQ}ZRS_KGKS?GIb[EikIkaS6_IJMQ]xT‹ ”mS

(165) ka_KJVSZiEHf]UVSvJMQ#nqNR_è~ LErkaJMNHQEHQ]\L4S6EHGKuT_KS6L8S6Q}kmGIkK_aEikKS6xRJVS6G³W 9u¾é—}™H¡XÀ© ¿¬±

(166) ¡¯  Á3ZHNRUXŒ` R‘#W`j]j¬Œš‘#ƒ®‘H r~葤ƒ® R‡TWšƒ®R}’ »'‡  ‚•Œs&EHNR_IGKJdWe?Œ3ŠëŒe_aEixRQ`EHQ]JdW¬EHQT\ D V Œ »1EHGèkaNR_IJMQ]N])W 

(167) gPQ EHj]j]_IN}EHb!c=kaNL8JMb6_IN®ÿ&E[ZRS?JVLEHxHJMQ]x u]GKJVQ]x8ECLvu]UVkKJVZ¤JMS

(168) ÿL4NHL4SQlk&L4S

(169) kac]N¤\GKNRUVuTkaJVNRQnqNR_Evkpÿ†Ni~p\]JVL4SQ]GKJVNRQ`EHUšJMQ `Q]JVkKSb|¤UMJVQ]\]S_6¸W  °T²²²³n]›I—H˜TŸ6´  oF¡X±

(170) ›a©r¼—H­Hœ n¬²`œ!©r› ½§nšœ!±!²TMW#ZRNHUXŒ` R#W]Q]N]Œ0TWTj]j¬ŒBƒ®ˆRR‘Å~!ƒ®ˆH}’#Wšƒ®RTƒRŒ »'  ‚•Œ3s&EHNR_KGIJXW•D ŒšOPNRQTS6UMUVJXW0O Œ•^`_aEHQTb6S6GIb!c]JMQTJXW•EHQ]\Fg.Œ•DFEHGKGKET W 8pgPQøo€kaS6_KEikaJ{ZRSvDøu]UVkKJM_IS6GKNHUMuTkKJMNRQ gPj]jT_KN}EHb!c8nqNR_DøJVb6_KN®ÿtE[ZRSmopLEHxHJMQ]xgzj]j]UMJVb[EikKJMNRQTG6´W 9?oF¡X±

(171) ›!©r¼—H­HŠœ Ã,·š¦€{ n•œ!±!²T Äœ

(172) ¦¯¦X  Á`ZRNRUdŒ} }‘#W j]j¬Œ0 }‰H‘Å~Ë }‰iTW`‘HˆHˆ}‘#Œ  ¼3. ƒRƒ.

(173) {ƒ[ˆ .‚•Œ#s&EHNR_IGKJXW#D ŒlOzNRQ]S6UVUMJdWlO Œ¤^0_KEHQ]bS6GKb!cTJMQ]JdW#EiQ]\g.Œ¤DFEHGKGKETW9g QTSÿL8SkKc]N#\TNRUMNRxi|vf`EHGIS6\4NRQ EHQåJVkaS_aEikKJVZHS8L u]UVkKJ{~pGIb[EHUVJMQ]x8nqNR_5L4JVb6_INÅÿtE[ZRS8JML4EHxRJVQ]x]W¸À°T²²²Ån]›I—H˜TŸ6oF¡X±

(174) ›!©r¼—H­HœÆn¬²`œ!©r›½ n•œ!±!²TMW¤ZRNRUdŒ0‰#ƒRW`j]j3ŒBƒRƒ®}‘Å~aƒRƒÅ’H #W]‘HˆHˆR TŒ {ƒHƒ O ŒstNRU{kaNRQEiQ]c \ ”PŒ ®5_IS6SG6W °§˜`­Hœ

(175) ›aŸ®œ=—¤±!©r¥}Ÿ

(176) ¦¯¡X±!Ÿ—H˜š™ œ

(177) ªMœ!±

(178) ¦d›a©rž8—®£H˜3œ

(179) ¦¯¡X±øŸ®±K—H¦¯¦pœ

(180) ›

(181) ¡¢˜¤£ô¦¢²`œ!©rC› ½H -tS6_IUMJVQ¬W`eS6_ILEHQ}|š†‚#j]_IJMQ]xRS_è~XëS6_KUMEHx]Wšƒ®R}‘¤Œ {ƒ®‘ E3Tú Œ ®.úŒ ”JMb!c]L8NRQ]\3W 8I‚#b6EikKkKS6_IJMQ]x5f}|?E5\]JMSUMS6b

(182) ka_IJMb&b

(183) |#UVJMQ]\TS6_½NHn3EH_KfTJVka_KEH_I| b6_INRGKGëGKSbkKJMNRQ8GKc`Eij•Si³W 9 °T²²²³n]›I—H˜TŸ69  ªP˜`¦pœ

(184) ˜`˜š—rǟ ±†›a©!·T—®£}—H¦€MWTZHNRUXŒ3ƒ® TW`j]j¬Œ0 H H„i~Ë i„]ƒRWšƒ®R}‰#Œ {ƒ[' .‚•ŒBs&EiNR_KGIJXWBDåŒBOPNRQ]SUMUVJXW•EHQ]\=g Œ¬DFEHGIGaETZ W 8ˊ N¤b[ErkaJMNHQ¬W0\]SkKS6bkKJMNRQ3WBEHQ]\=JVLEHxHJMQ]x8NHnLvu]U{kaJMjTUMS GKb6EikKkKS6_KS_KGf}|L4S6EHQ]GNHnkac]S8JVkKS6_KEikaJ{ZRSvLvuTUVkaJVGKb6EHUMJVQ]x+L8SkacTN#\ 9aKW °T²²²Ån]›I—H˜TŸ6Q oF¡X±

(185) ›a©r¼—H­Hœ n¬²`œ!©r › ½Ænšœ!±!²TMWTZRNHUXŒ0‰R‘¤W]j]j¬ŒBƒÅ‘¤ƒÅ’Å~!ƒ®‘R‘H‡TWT‘HˆRˆH„TŒ {ƒ6„ ”Œ0vƒ Œ ®zNHc]Q=EHQ]\Fg Œ3DøŽb ®S6QTQ]S|HW 8‰©mu]L4S_KJVb[EHU JML8j]UVS6L8S6Q}k!EikKJMNRQNinE8ZiEH_KJMEikaJVNRQ`EHUBL8SkKc]N¤\ nqNR_éS6UVS6b

(186) ka_KJVb[EHU3JML8j•S\`EHQ]bSYkaNRL8NRxR_KEHj]c}|R´W 9а§˜`­Hœ

(187) ›aŸ®Çœ ±†›!©H³6ªMœ

(188) ž Ÿ

(189) W¤ZRNRUdŒ0TW]j]j3Œ0 R‡Rr~€„]ƒ[„]W•ƒ®RRˆTŒ {ƒ®‰ ®C– Œ -tS2U HSf]JM_PEHQ]\åD Œ¬‚TEHJVUMUEi_K\¬Wš‚#jšS6bJEHUGKSbkKJMNRQ¬¥ 8ËwS6GèkaJVQ]x+opQ}ZRS_KGKJVNRQgPUVxRNR_KJ{kac]L8GmEHx}EHJVQ]GIk –1”TjšS6_IJML8S6Q}k!EiUBOYEikaET³W 9°

(190) ˜`­Hœ

(191) ›aŸ®?œ ±†›a©H³6ªMœ

(192) ž Ÿ

(193) WTZRNHUXŒ¬ƒÅ’¤W]j]j¬ŒBƒÅ‰i}‰Å~!ƒ®’Hˆ}‘#WT‘HˆRˆTƒHŒ {ƒ[' µ@] Œ -zŒ¤µ S6JV_6­W 8ËgPu#kaNRL4EikaJVbL4S6EHGKu]_IS6L8S6Q}k&NinBb6NRL8j]UVS

(194) ”4\]JMSUMSbka_IJMbb6NHQ]GIkaEHQ}kEHQ]\+jšS6_IL4S6EHf]JVU{~ JVkp|+EikmL4JVb6_KN®ÿtE[ZRSnq_K*S 5¤uTS6Q]bJMS6G³W 9]±t›a©®±6´ °`²)²²†WTZHNRUXŒ0}‘¤W]j]j¬Œ0 R Å~Ë RTW•ƒ®}’i„TŒ  '. ƒÅ‘.

(195) <.

(196) -.*, ¦. 5

(197) .hA. üÅ÷ρÐÌ»½_KNHf]UMSL xRSNRL4S

(198) ka_è|RŒ ÷ ÑVÐé^1UVN®ÿb!c`Ei_IkmNHnkac]S5o€kaS_aEikKJVZHS Dhu]UVkKJ{~肤b[EHUVJMQ]xvDøSkKc]N#\3Œ ÈÊÉÌË Í¯Î üÅÆ ÷ ÒVБ”S6b6NHQ]GIkK_Ku]b

(199) kaJMNHQ NHntEHQN (0~pbS6Q}kaS_KS6\ c]NRL8NRxRSQ]S6NRuTGbJM_Ib6u]UMEH_Yb|¤UVJMQ]\]S_Œ”S[EHU ÈÊÉÌË Í¯Î üÅÓ \`Erk!EHGISk [DFEi_KGKSJMUVUMS  {ƒ®‰ #z~ H™H¡Xœ

(200) .ª nVoÂp?™¤œ!Y± rK°¯Jœ t|· i•Œ~ ¶ÌÔªt·}·š›a©6—¤±!²¬Œ1–½_K_KNH—_ `xRu]_IS6GÈZHS6_KGIu]G Œ Y ÷ ÕKБ”S6b6NHQ]GIkK_Ku]b

(201) kaJMNHQ NHntEHQN (0~pbS6Q}kaS_KS6\ c]NRL8NRxRSQ]S6NRuTGbJM_Ib6u]UMEH_Yb|¤UVJMQ]\]S_ Œ”S[EHU ÈÊÉÌË Í¯Î üÅÖ \`Erk!EHGISºk [DøEH_KGIS6JMUVUMS ¸ƒÅ‰  ~ R™H¡Xœ

(202) .ª nVoqp?™¤œ!Y± rK°¯Jœ t|· i~ ¶ÌÔªt·}·š›!©6—¤±!²3“Œ ”SkK_KJVSZRS\=j]_K'N `UMSG Eik,kac]Stb6NRQ}ZRS_KxRSQ]b6Sf}|vbNRQ]GIJM\]S_KJMQTux K—  Y SUR W K%³  Y Sh#W !i±  Y S U  W}EHQT‘\ K‚™  Y S   Z¤JMS

(203) ÿG6Œ ÷ ×VБ”S6b6NHQ]GIkK_Ku]b

(204) kaJMNHQ NHntEHQN (0~pbS6Q}kaS_KS6\ c]NRL8NRxRSQ]S6NRuTGbJM_Ib6u]UMEH_Yb|¤UVJMQ]\]S_ Œ”S[EHU ÈÊÉÌË Í¯Î üÅÓ \`Erk!EHGIS]k [DFEH_IGKSJMUMUVS {ƒÅ%‰ 3~ R™H¡Xœ

(205) .ª nVoqp?™¤œ!Y± rK°¯Jœ t|· iÈ~ë–ë_I_KNR¥_ ]xRu]_KSG&ZRS_KGKuTG Y nqNR_tkKc]1S ¶ÌÔ ªt·}·š›a©6—¤±!²øEHQ]\kac]u S °`oؿ٪#¾¶ÌÔÚª&·}·š›a©6—¤±!²3Œ ÷ ÛVБ”S6b6NHQ]GIkK_Ku]b

(206) kaJMNHQ NHntEHQN (0~pbS6Q}kaS_KS6\ c]NRL8NRxRSQ]S6NRuTGbJM_Ib6u]UMEH_Yb|¤UVJMQ]\]S_ Œ”S[EHU ÈÊÉÌË Í¯Î üÅÓ \`Erk!EHGIS¹k [DøEH_KGIS6JMUVUMS +¸ƒÅ%‰ º~ R™H¡Xœ

(207) .ª nVoqp?™¤œ!Y± rK°¯Jœ t|· im~ °`oؿ٪#¾¶ÌÔܪt·}·š›a©6—¤±!²¬íŒ ”mS

(208) ka_KJVSZHS6\ j]_IN `UVS6GEikzkac]S b6NRQ}ZRS_KxRSQ]b6S?GèkaS6j ¸ S þ ˆùÿ/| f}|îbNRQ]GIJM\]S_KJMQT!x K—  Y S UHûW K%³  Y S‘hTûW a0±  SU  W`EHQ]¯ \ K‚™  Y S  CZ¤JMS

(209) ÿG6Œ Y ÷ ݃Р”mSb6NRQTGIka_Iu]bkKJMNRQNinkpÿ†Níc]NRL8NRxRSQ]S6NRuTG+b6JV_Kb6uTUEH_4b|¤UMJVQ]\]S6_I,G Œ”S[EHUz\`EikaEHGKS

(210) k ÈÊÉÌË Í¯Î üő 8èDFEH_KGIS6JVUMUMKS 9{ƒÅ%‰ T¤ ~ 8H¦d¼t©6™H¡Xœ

(211) .ª nVoqpsrK°¯Jœ t· 9}¬~–½_K_KNHB_ `xRu]_IS6G½ZRS_KGKuTG Y nqNR_ÈkKc]S ¶ÌÔÓªt·}·š›!©6—¤±!² EHQT\hkKc]uS °ToÞ¿Ùª‹¾¶ÌÔÚªt·}·š›a©6—¤±!²¬Œ ÷ ßVÐ ”mSb6NRQTGIka_Iu]bkKJMNRQNinkpÿ†Níc]NRL8NRxRSQ]S6NRuTG+b6JV_Kb6uTUEH_4b|¤UMJVQ]\]S6_I,G Œ”S[EHUz\`EikaEHGKS

(212) k ÈÊÉÌË Í¯Î üÅi 8èDFEH_KGIS6JVUMUMKS 9A¸ƒÅ‰  û ~ 8R¦¯¼t©6™H¡Xœ

(213) .ª nVoqpsrK°¯Jœ t· 9 ~ ”SkK_KJVSZRS\îj]_IN `UMSGYEikmkacTS.bNRQ}ZRS6_IxRS6QTb6SvÿJVkKc kKc]4S I— жÌÔµª&·}·š›a©6—¤±!²?~ Y SURZW K%³ )°ToÞ¿Ùª‹¾¶ÌÔµªt·}·š›a©6—¤±!²C~ Y SUH¤W ai± жÌÔµªt·}·š›a©6—¤±!²8~ ShT¤ W K‚™ )°ToÞ¿Ùª#¾¶ÌÔʪt·}·š›a©6—¤±!²?~ Y Sh#–W a%œ жÌÔàªt·}·š›a©6—¤±!²?~ Y SU  ZW ¸¤° z°`oؿ٪#¾¶ÌÔ Y ÈÊÉÌË Í¯Î. ƒ® .

(214) t·}·š›a©6—¤±!²¶~ S  TŒ Y ª. Y. S. U . W X £]ضÌÔ¤ªt·}·š›a©6—¤±!²¶~. ƒ[„. Y. S. ]WëEHQ]\ € ²]°ToÞ¿Ùª‹¾¶ÌÔܪ&·}·š›a©6—¤±!²¶~.  .

(215) E. v (x, y) inc. v=1, ... ,V Y. Scatterer. v. E (x m(v) , ym(v) ). τ (x,y). scatt. O. m (v)=1, ... ,M v=1, ... ,V. X. τ0. Investigation Domain Observation Domain. ÉÌË%ͯÎ. üÅ÷ÖÏ1áuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ƒÅ‰. (v).

(216) BEGIN. INITIALIZATION (R=1, s=0). MINIMIZATION OF Φ (s) (s s+1) INIZIALIZATION OF THE NEW STEP SCATTERERS RESOLUTION LEVELS. LOCALIZATION. UPDATE (R. R+1) ESTIMATION OF THE GEOMETRICAL PARAMETERS. NO STABILITY. YES RECONSTRUCTED PROFILE. ÉÌË%ͯÎ. üÅ÷ëÑëáuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ƒ®.

(217) 8.0. 6.0. 4.0 ρ [ x 10 ] ∆ [ x 10 ] 2.0. 0.0 0. ÉÌË%ͯÎ. 5. 10. 15 20 Number of Views, V. 25. 30. üÅ÷ëÒëáuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ƒÅ’.

(218) y. y. x. · 0 š [ JMLON6P Q\¡.  h. V. K—. À VÀ. x. · 0 š [ JùLON\P]QK¡.  h. V. I³.  . À VÀ.  . y. y. x.  h. V. ·. 0. š. [. JMLON6P Q\¡. a±.  0. ÉÌË%ͯÎ. À À V. x.  h. V. ·. 0. š. [. JùLON\P]QK¡. I™.  ‚. üÅ÷ØÕ§áuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ƒ®‡. À À V.

(219) 2.0. ρ [ x 10 ]. 1.6 CG Approach IMSA-CG Approach 1.2. 0.8. 0.4 0. 5. 10. 15 20 Number of Views, V. 25. 30. K—.   8.0. ∆ [ x 10 ]. 6.0. 4.0 CG Approach IMSA-CG Approach 2.0. 0.0 0. 5. 10. 15 20 Number of Views, V. 25. 30. I³.  %. ÉÌË%ͯÎ. üÅ÷ë×ëáuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ƒ®.

(220) y. y. x.  h. V. · 0 š [ JMLON6P Q\¡. K—. À VÀ. x.  h. V. · 0 š [ JùLON\P]QK¡. I³.  . À VÀ.  . y. y. x.  h. V. · 0 š [ JMLON6P Q\¡. a±. À VÀ.  h. V.  0. ÉÌË%ͯÎ. x. · 0 š [ JùLON\P]QK¡. I™.  ‚. üÅ÷ëÛëáuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ‘Hˆ. À VÀ.

(221) 6.0. 5.0. ρ [ x 10 ]. 4.0. IMSA-CG Approach CG Approach. 3.0. 2.0. 1.0 0. 5. 10. 15 20 Number of Views, V. 25. 30. 25. 30. I—.  . 16.0. ∆ [ x 100 ]. 12.0. CG Approach IMSA-CG Approach. 8.0. 4.0. 0.0 0. 5. 10. 15 20 Number of Views, V. I³.  %. ÉÌË%ͯÎ. üÅ÷§ÝØáuâmÐQãû¯ä ÷Ùå%å ËÌæç]èé Ð ê8[–B(3SbkaJ{ZRS–1”#j]UMNRJ{k!EikKJMNRQNHnëDøuTUVkaJ¸~€PJMSÿ OPEik!ETŒ{Œ{Œ³9 ‘#ƒ.

(222) y. y. x. · 0 š [ JMLON6P Q\¡.  h. V. K—. À VÀ. x.  h. V. · 0 š [ JùLON\P]QK¡. I³.  . À VÀ.  . y. y. x. · 0 š [ JMLON6P Q\¡.  h. V. a±. À VÀ.  h. V.  0. ÉÌË%ͯÎ. ür÷. x. · 0 š [ JùLON\P]QK¡. I™.  ‚. û¯ä ÷,åFå ËÌæçuèyé Ð ê8[–B(3SbkKJVZRS–1”#j]UMNHJVk!ErkaJMNHQ+NHnÈDøu]UVkKJ{~XYJMS

(223) ÿ OYEik!E#ŒVŒ{Œ³9. ßKìíKîáuâÐ|ã. ‘R‘. À VÀ.

(224) y. y. x.  h. V. · 0 š [ JMLON6P Q\¡. aœ. À VÀ. x.  h. V. · 0 š [ JùLON\P]QK¡. «°.  %. À VÀ.  Z. y. y. x.  h. V. · 0 š [ JMLON6P Q\¡. d£. À VÀ.  h. V.  . ÉÌË Í¯Î. x. · 0 š [ JùLON\P]QK¡. p².  ‚. üÅ÷ëßKìí;íKîŠáâmÐQãû¯ä÷,å%å ËPæçÀèé Ð%ê8®–B(•S6b

(225) kaJVZHS–È”#j]UVNRJVkaEikaJVNRQ+NHnÈDøu]U{kaJ¸~€YJVSÿ OYEikaETŒ{ŒVŒ´9 ‘H . À VÀ.

(226)

References

Related documents

Real Evolution Computing Efficiencies Sensing &amp; Sensors Cloud Storage Digitization Interdisciplinary Research Digital Storytelling Growth of ML For Prediction Data

With the pinwheel as an inspiration; this theme revolves around allowing the breath of the Holy Spirit upon our lives.

This study tested the effects of using ergonomic work pacing software (Ergonomic Management System) on typing (accuracy and amount of keying), and mouse work (frequency and duration

A CAISO operations communication issued to Market Participants and the public, under circumstances and in a form specified in CAISO Operating Procedures, when the

Once all required documents are submitted to the Student Services Support Center your file will be reviewed by the academic program for which you applied?. A

While increased time to RNA extraction did not generally result in the complete loss of transcripts (less than 8% of transcripts are lost), the relative expression levels of